SlideShare a Scribd company logo
1 of 19
FORECASTING METHODS
Forecasting is the process of making statements
about events whose actual outcomes (typically)
have not yet been observed.
Prediction is a similar, but more general term.
Risk and uncertainty are central to forecasting and
prediction; it is generally considered good
practice to indicate the degree of uncertainty
attaching to forecasts.
Forecasting
 Marketing: Forecasts sales for new and
existing products.
 Production: uses sales forecasts to plan
production and operations; sometimes
involves in generating sales forecasts
Time Horizon for Forecasting
The key factor in choosing a proper forecasting
approach is the time horizon for the decision
requiring forecasting. Forecasts can be made
for various timeframes:
1. Short- term
2. Mid- term
3. Long- term
Short- term Forecasting
 Short- term (1 day to 3 months), managers are
interested in forecasts for disaggregated
demand ( for specific product, for specific
geography, etc)
 Little time to react to errors in demand forecast,
so the forecasts need to be as accurate as
possible.
 Time series analysis is often used.
 In absence of historical data managers use
judgement methods.
Medium- term Forecasting
 Time horizon for medium term (3 months to
24 months).
 Relates to aggregate planning (sales &
operations planning).
 Medium term forecasts is used to build up
seasonal inventory
 Both time-series and causal methods are
used.
Long-term-Forecasting
 Time horizon exceeds two years
 Long term forecasts are used for process
selection, capacity planning & location
decisions.
 Judgement models & causal models are used.
Forecasting (Objective &
Subjective)
The various categories of forecasting methods
that are available to businesses:
 Forecasting methods can be either objective
(using quantitative approaches) or;
 Subjective (using more intuitive or qualitative
approaches), depending on what data is
available and the distance into the future for
which a forecast is desired.
Types of Forecasting Methods
1. Subjective Methods
 Sales force composites
 Customer Survey
 Jury of executive opinion
 Delphi Methods
2. Objective Methods
 Casual Methods
 Time-Series Methods
Qualitative Forecasting
 Qualitative forecasting techniques are
subjective, based on the opinion and
judgment of consumers, experts
 They are appropriate when past data are not
available.
 They are usually applied to intermediate- or
long-range decisions.
Quantitative Forecasting
 Quantitative forecasting models are used to
forecast future data as a function of past
data; they are appropriate when past data are
available.
 These methods are usually applied to short-
or intermediate-range decisions.
Subjective Methods
1. Sales force composite:
 Marketers have sales managers or
representatives at different sales territories
(districts/region) and marketers believe that
sales managers know their territory better than
anybody else.
 Managers ask respective sales manager to
forecast expected sales in their own territories.
The total of all these estimates basically gives
company’s sales/demand forecast for next
period.
2. Customer Survey: Marketers ask buyers about
how many units that they would like to purchase
from ABC company’s products for coming period
of time.
3. Jury of Executive Opinion Method:
 In the Jury of executive opinion method of Sales
Forecasting, appropriate managers within the
organization assemble to discuss their opinions
on what will happen to sales in the future.
 Since these discussion sessions usually resolve
around experienced guesses, the resulting
forecast is a blend of informed opinions.
4. Delphi Method also gathers, evaluates, and
summarizes expert opinions as the basis for a forecast,
but the procedure is more formal than that for the jury
of executive opinion method.
The Delphi Method has the following steps:
STEP 1 –Various Experts are asked to answer,
independently and in writing, a series of questions
about the future of sales or whatever other area is being
forecasted.
STEP 2 – A summary of all the answers is then prepared.
No expert knows, how any other expert answered the
questions.
STEP 3 – Copies of summary are given to the individual
experts with the request that they modify their original
answers if they think it necessary.
STEP 4 – Another summary is made of these
modifications, and copies again are distributed
to the experts.This time, however, expert
opinions that deviate significantly from the
norm must be justified in writing.
STEP 5 – A third summary is made of the opinions
and justifications, and copies are once again
distributed to the experts. Justification in writing
for all answers is now required.
STEP 6 –The forecast is generated from all of the
opinions and justifications that arise from step 5.
Objective Methods
1. Casual Methods:
 Some forecasting methods use the assumption
that it is possible to identify the underlying
factors that might influence the variable that is
being forecast. (Cause and Effect)
 For example, including information about
climate patterns might improve the ability of a
model to predict umbrella sales.
 This is a model of seasonality which shows a
regular pattern of up and down fluctuations.
2.Time SERIES ANALYSIS METHOD:
 The time series analysis method predicts the
future sales by analyzing the historical
relationship between sales and time.
 Although the actual number of years included in
a time series analysis will vary from company to
company, as a general rule, managers should
include as many years as possible to ensure that
important sales trends do not get undetected.
The three most common historical data used are:
 Seasonality: A seasonal pattern (eg., quarter of the
year, month of the year, week of the month, day of
the week) exists when the demand is influenced by
seasonal factors.
 Trend: During the growth and decline stages of the
product-life cycle, a consistent trend pattern in
terms of demand growth or demand decline can be
observed.
 Level: It is difficult to capture short term patterns
that are not repetitive in nature. In short run,
sometimes there is a swing, which could be in either
direction, upward or downward, and is usually has
momentum that lasts for a few periods.

More Related Content

What's hot

Quantitative forecasting
Quantitative forecastingQuantitative forecasting
Quantitative forecastingRavi Loriya
 
Forecasting And Decision Making
Forecasting And Decision MakingForecasting And Decision Making
Forecasting And Decision MakingVikash Rathour
 
Forecasting-Exponential Smoothing
Forecasting-Exponential SmoothingForecasting-Exponential Smoothing
Forecasting-Exponential Smoothingiceu novida adinata
 
Forecasting Techniques
Forecasting TechniquesForecasting Techniques
Forecasting Techniquesguest865c0e0c
 
Trend adjusted exponential smoothing forecasting metho ds
Trend adjusted exponential smoothing forecasting metho dsTrend adjusted exponential smoothing forecasting metho ds
Trend adjusted exponential smoothing forecasting metho dsKiran Hanjar
 
Demand Forecasting
Demand ForecastingDemand Forecasting
Demand ForecastingAnupam Basu
 
Forecasting and methods of forecasting
Forecasting and methods of forecastingForecasting and methods of forecasting
Forecasting and methods of forecastingMilind Pelagade
 
Exponential smoothing
Exponential smoothingExponential smoothing
Exponential smoothingJairo Moreno
 
Quantitative and qualitative forecasting techniques om
Quantitative and qualitative forecasting techniques   omQuantitative and qualitative forecasting techniques   om
Quantitative and qualitative forecasting techniques omHallmark B-school
 
Managerial Economics- Demand Forecasting PPT
Managerial Economics- Demand Forecasting PPTManagerial Economics- Demand Forecasting PPT
Managerial Economics- Demand Forecasting PPTDr. Durgaprasad Navulla
 
Forecasting and Decision Making
Forecasting and Decision MakingForecasting and Decision Making
Forecasting and Decision MakingFenil999
 
Time series analysis
Time series analysisTime series analysis
Time series analysisFaltu Focat
 
Time Series, Moving Average
Time Series, Moving AverageTime Series, Moving Average
Time Series, Moving AverageSOMASUNDARAM T
 

What's hot (20)

Quantitative forecasting
Quantitative forecastingQuantitative forecasting
Quantitative forecasting
 
Forecasting And Decision Making
Forecasting And Decision MakingForecasting And Decision Making
Forecasting And Decision Making
 
Forecasting-Exponential Smoothing
Forecasting-Exponential SmoothingForecasting-Exponential Smoothing
Forecasting-Exponential Smoothing
 
Forecasting Techniques
Forecasting TechniquesForecasting Techniques
Forecasting Techniques
 
Trend adjusted exponential smoothing forecasting metho ds
Trend adjusted exponential smoothing forecasting metho dsTrend adjusted exponential smoothing forecasting metho ds
Trend adjusted exponential smoothing forecasting metho ds
 
Demand Forecasting
Demand ForecastingDemand Forecasting
Demand Forecasting
 
Forecasting techniques
Forecasting techniquesForecasting techniques
Forecasting techniques
 
Forecasting and methods of forecasting
Forecasting and methods of forecastingForecasting and methods of forecasting
Forecasting and methods of forecasting
 
Forecasting
ForecastingForecasting
Forecasting
 
Chap003 Forecasting
Chap003    ForecastingChap003    Forecasting
Chap003 Forecasting
 
Exponential smoothing
Exponential smoothingExponential smoothing
Exponential smoothing
 
Ch 10 forecast
Ch 10 forecastCh 10 forecast
Ch 10 forecast
 
Quantitative and qualitative forecasting techniques om
Quantitative and qualitative forecasting techniques   omQuantitative and qualitative forecasting techniques   om
Quantitative and qualitative forecasting techniques om
 
Forecasting Techniques
Forecasting TechniquesForecasting Techniques
Forecasting Techniques
 
Demand forecasting.
Demand forecasting.Demand forecasting.
Demand forecasting.
 
Managerial Economics- Demand Forecasting PPT
Managerial Economics- Demand Forecasting PPTManagerial Economics- Demand Forecasting PPT
Managerial Economics- Demand Forecasting PPT
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
Forecasting and Decision Making
Forecasting and Decision MakingForecasting and Decision Making
Forecasting and Decision Making
 
Time series analysis
Time series analysisTime series analysis
Time series analysis
 
Time Series, Moving Average
Time Series, Moving AverageTime Series, Moving Average
Time Series, Moving Average
 

Viewers also liked

Using Financial Forecasts to Advise Business - Method of Forecasting - Revised
Using Financial Forecasts to Advise Business - Method of Forecasting - RevisedUsing Financial Forecasts to Advise Business - Method of Forecasting - Revised
Using Financial Forecasts to Advise Business - Method of Forecasting - RevisedIrma Miller
 
Operations management forecasting
Operations management   forecastingOperations management   forecasting
Operations management forecastingTwinkle Constantino
 
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...Ordina
 
sales forecasting
sales forecastingsales forecasting
sales forecastingRohit K.
 
Demand Forecasting - Operations Management
Demand Forecasting - Operations ManagementDemand Forecasting - Operations Management
Demand Forecasting - Operations ManagementShashank Tiwari
 
The Future of Forecasting
The Future of ForecastingThe Future of Forecasting
The Future of ForecastingEric Garland
 
Dynamic Planning & Forecasting w Big Data
Dynamic Planning & Forecasting w Big DataDynamic Planning & Forecasting w Big Data
Dynamic Planning & Forecasting w Big DataAtul Patel
 
Webinar - The Secrets to Hotel Demand Forecasting
Webinar - The Secrets to Hotel Demand ForecastingWebinar - The Secrets to Hotel Demand Forecasting
Webinar - The Secrets to Hotel Demand ForecastingDuetto
 
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...Claudio Menozzi
 
Motion economy and work design
Motion economy and work designMotion economy and work design
Motion economy and work designBosna Tour
 

Viewers also liked (17)

Using Financial Forecasts to Advise Business - Method of Forecasting - Revised
Using Financial Forecasts to Advise Business - Method of Forecasting - RevisedUsing Financial Forecasts to Advise Business - Method of Forecasting - Revised
Using Financial Forecasts to Advise Business - Method of Forecasting - Revised
 
Forecasting
ForecastingForecasting
Forecasting
 
3...forecasting methods
3...forecasting methods3...forecasting methods
3...forecasting methods
 
Operations management forecasting
Operations management   forecastingOperations management   forecasting
Operations management forecasting
 
Demand forecasting ppt
Demand forecasting pptDemand forecasting ppt
Demand forecasting ppt
 
The ABC of Forecasting
The ABC of ForecastingThe ABC of Forecasting
The ABC of Forecasting
 
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...
Ordina Planning & Scheduling Day - APS - powerful forecasting for a good plan...
 
sales forecasting
sales forecastingsales forecasting
sales forecasting
 
Salesforecasting (3)
Salesforecasting (3)Salesforecasting (3)
Salesforecasting (3)
 
Demand Forecasting - Operations Management
Demand Forecasting - Operations ManagementDemand Forecasting - Operations Management
Demand Forecasting - Operations Management
 
Chapter 13 (2)
Chapter 13 (2)Chapter 13 (2)
Chapter 13 (2)
 
The Future of Forecasting
The Future of ForecastingThe Future of Forecasting
The Future of Forecasting
 
Dynamic Planning & Forecasting w Big Data
Dynamic Planning & Forecasting w Big DataDynamic Planning & Forecasting w Big Data
Dynamic Planning & Forecasting w Big Data
 
demand forecasting
demand forecastingdemand forecasting
demand forecasting
 
Webinar - The Secrets to Hotel Demand Forecasting
Webinar - The Secrets to Hotel Demand ForecastingWebinar - The Secrets to Hotel Demand Forecasting
Webinar - The Secrets to Hotel Demand Forecasting
 
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...
Business Case: Sales forecasting with SAS Advanced Analytics for the Pharmace...
 
Motion economy and work design
Motion economy and work designMotion economy and work design
Motion economy and work design
 

Similar to Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )

Sales forecasting techniques
Sales forecasting techniquesSales forecasting techniques
Sales forecasting techniquesAbu Bashar
 
ForecastingDiscuss the different types of forecasts to include tim.pdf
ForecastingDiscuss the different types of forecasts to include tim.pdfForecastingDiscuss the different types of forecasts to include tim.pdf
ForecastingDiscuss the different types of forecasts to include tim.pdfamolmahale23
 
Introduction to demand forecasting
Introduction to demand forecastingIntroduction to demand forecasting
Introduction to demand forecastingAmandaBvera
 
A presentation on Demand forecasting
A presentation on Demand forecastingA presentation on Demand forecasting
A presentation on Demand forecastingethanmahmud
 
Demande forecasating
Demande forecasatingDemande forecasating
Demande forecasatingAntriksh Cool
 
Demand Forecasting in the restaurant management
Demand Forecasting in the restaurant managementDemand Forecasting in the restaurant management
Demand Forecasting in the restaurant managementErichViray
 
price discounting strategy. As a result, the hotel decided to focu.docx
price discounting strategy. As a result, the hotel decided to focu.docxprice discounting strategy. As a result, the hotel decided to focu.docx
price discounting strategy. As a result, the hotel decided to focu.docxChantellPantoja184
 
price forecasting of diesel
price forecasting of dieselprice forecasting of diesel
price forecasting of dieselHamza Latif
 
Pom unit-ii, Principles of Management notes BBA I Semester OU
Pom unit-ii, Principles of Management notes BBA I Semester OUPom unit-ii, Principles of Management notes BBA I Semester OU
Pom unit-ii, Principles of Management notes BBA I Semester OUBalasri Kamarapu
 
Chapter 3 - Planning
Chapter 3 - Planning Chapter 3 - Planning
Chapter 3 - Planning crsgaspar
 
Introduction toDemand Forecasting part one
Introduction toDemand Forecasting part oneIntroduction toDemand Forecasting part one
Introduction toDemand Forecasting part oneErichViray
 
Sales budget ,forcasting and control
Sales budget ,forcasting and controlSales budget ,forcasting and control
Sales budget ,forcasting and controljack99
 
Sales Management - Unit-1.pptx
Sales Management - Unit-1.pptxSales Management - Unit-1.pptx
Sales Management - Unit-1.pptxBalasri Kamarapu
 

Similar to Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal ) (20)

OM Activity (sudeep).pptx
OM Activity (sudeep).pptxOM Activity (sudeep).pptx
OM Activity (sudeep).pptx
 
Forecasting in OPM.pptx
Forecasting in OPM.pptxForecasting in OPM.pptx
Forecasting in OPM.pptx
 
Sales forecasting techniques
Sales forecasting techniquesSales forecasting techniques
Sales forecasting techniques
 
ForecastingDiscuss the different types of forecasts to include tim.pdf
ForecastingDiscuss the different types of forecasts to include tim.pdfForecastingDiscuss the different types of forecasts to include tim.pdf
ForecastingDiscuss the different types of forecasts to include tim.pdf
 
Mkt
MktMkt
Mkt
 
Planning and decision making.pptx
Planning and decision making.pptxPlanning and decision making.pptx
Planning and decision making.pptx
 
Introduction to demand forecasting
Introduction to demand forecastingIntroduction to demand forecasting
Introduction to demand forecasting
 
A presentation on Demand forecasting
A presentation on Demand forecastingA presentation on Demand forecasting
A presentation on Demand forecasting
 
Demande forecasating
Demande forecasatingDemande forecasating
Demande forecasating
 
Demand Forecasting in the restaurant management
Demand Forecasting in the restaurant managementDemand Forecasting in the restaurant management
Demand Forecasting in the restaurant management
 
price discounting strategy. As a result, the hotel decided to focu.docx
price discounting strategy. As a result, the hotel decided to focu.docxprice discounting strategy. As a result, the hotel decided to focu.docx
price discounting strategy. As a result, the hotel decided to focu.docx
 
Forecasting model 15 04-31
Forecasting model 15 04-31Forecasting model 15 04-31
Forecasting model 15 04-31
 
price forecasting of diesel
price forecasting of dieselprice forecasting of diesel
price forecasting of diesel
 
Pom unit-ii, Principles of Management notes BBA I Semester OU
Pom unit-ii, Principles of Management notes BBA I Semester OUPom unit-ii, Principles of Management notes BBA I Semester OU
Pom unit-ii, Principles of Management notes BBA I Semester OU
 
Chapter 3 - Planning
Chapter 3 - Planning Chapter 3 - Planning
Chapter 3 - Planning
 
Introduction toDemand Forecasting part one
Introduction toDemand Forecasting part oneIntroduction toDemand Forecasting part one
Introduction toDemand Forecasting part one
 
6 Demand forecasting
6 Demand forecasting6 Demand forecasting
6 Demand forecasting
 
Topic for Organization and Management 'Planning'
Topic for Organization and Management 'Planning'Topic for Organization and Management 'Planning'
Topic for Organization and Management 'Planning'
 
Sales budget ,forcasting and control
Sales budget ,forcasting and controlSales budget ,forcasting and control
Sales budget ,forcasting and control
 
Sales Management - Unit-1.pptx
Sales Management - Unit-1.pptxSales Management - Unit-1.pptx
Sales Management - Unit-1.pptx
 

More from Neeraj Bhandari

Dividend tax by Neeraj Bhandari (Surkhet, Nepal)
Dividend tax by Neeraj Bhandari (Surkhet, Nepal)Dividend tax by Neeraj Bhandari (Surkhet, Nepal)
Dividend tax by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...Neeraj Bhandari
 
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Neeraj Bhandari
 
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Neeraj Bhandari
 
Retail Management by Neeraj Bhandari (Surkhet, Nepal)
Retail Management by Neeraj Bhandari (Surkhet, Nepal)Retail Management by Neeraj Bhandari (Surkhet, Nepal)
Retail Management by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)Neeraj Bhandari
 
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)Body Languagge by Neeraj Bhandari (Surkhet,Nepal)
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Business Plan by Neeraj Bhandari (Surkhet,Nepal)
Business Plan by Neeraj Bhandari (Surkhet,Nepal)Business Plan by Neeraj Bhandari (Surkhet,Nepal)
Business Plan by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)Print Marketing by Neeraj Bhandari (Surkhet,Nepal)
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)Neeraj Bhandari
 
Retail Management by Neeraj bhandari (Surkhet Nepal)
Retail Management by Neeraj bhandari (Surkhet Nepal)Retail Management by Neeraj bhandari (Surkhet Nepal)
Retail Management by Neeraj bhandari (Surkhet Nepal)Neeraj Bhandari
 
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)Neeraj Bhandari
 
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)Neeraj Bhandari
 

More from Neeraj Bhandari (20)

Dividend tax by Neeraj Bhandari (Surkhet, Nepal)
Dividend tax by Neeraj Bhandari (Surkhet, Nepal)Dividend tax by Neeraj Bhandari (Surkhet, Nepal)
Dividend tax by Neeraj Bhandari (Surkhet, Nepal)
 
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...
Summer Internship Report Project - NIC ASIA BANK Nepal by Neeraj Bhandari (Su...
 
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
 
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
Introducing Nepal by Neeraj Bhandari (Surkhet Nepal)
 
Retail Management by Neeraj Bhandari (Surkhet, Nepal)
Retail Management by Neeraj Bhandari (Surkhet, Nepal)Retail Management by Neeraj Bhandari (Surkhet, Nepal)
Retail Management by Neeraj Bhandari (Surkhet, Nepal)
 
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet, Nepal)
 
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)
Introduction to Body Language by Neeraj Bhandari (Surkhet, Nepal)
 
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)
Importance of Communication in Business by Neeraj Bhandari (Surkhet, Nepal)
 
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)
Introduction to Planning by Neeraj Bhandari (Surkhet,Nepal)
 
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)
Report on Nepal Telecom by Neeraj Bhandari (Surkhet, Nepal)
 
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)
Project Report on Bajaj and Hero Honda by Neeraj Bhandari (Surkhet,Nepal)
 
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)Body Languagge by Neeraj Bhandari (Surkhet,Nepal)
Body Languagge by Neeraj Bhandari (Surkhet,Nepal)
 
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)
Entrepreneurial Barriers and Challenges by Neeraj Bhandari (Surkhet,Nepal)
 
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)
Office Etiquette by Neeraj Bhandari (Surkhet,Nepal)
 
Business Plan by Neeraj Bhandari (Surkhet,Nepal)
Business Plan by Neeraj Bhandari (Surkhet,Nepal)Business Plan by Neeraj Bhandari (Surkhet,Nepal)
Business Plan by Neeraj Bhandari (Surkhet,Nepal)
 
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)
Organizational Structure by Neeraj Bhandari (Surkhet,Nepal)
 
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)Print Marketing by Neeraj Bhandari (Surkhet,Nepal)
Print Marketing by Neeraj Bhandari (Surkhet,Nepal)
 
Retail Management by Neeraj bhandari (Surkhet Nepal)
Retail Management by Neeraj bhandari (Surkhet Nepal)Retail Management by Neeraj bhandari (Surkhet Nepal)
Retail Management by Neeraj bhandari (Surkhet Nepal)
 
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)
International Trade and Policy- Introduction by Neeraj Bhandari (Surkhet Nepal)
 
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)
NBFCs and Cooperative Banks by Neeraj Bhandari (Surkhet Nepal)
 

Recently uploaded

BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort ServiceDelhi Call girls
 
Kraft Mac and Cheese campaign presentation
Kraft Mac and Cheese campaign presentationKraft Mac and Cheese campaign presentation
Kraft Mac and Cheese campaign presentationtbatkhuu1
 
How to utilize calculated properties in your HubSpot setups
How to utilize calculated properties in your HubSpot setupsHow to utilize calculated properties in your HubSpot setups
How to utilize calculated properties in your HubSpot setupsssuser4571da
 
Instant Digital Issuance: An Overview With Critical First Touch Best Practices
Instant Digital Issuance: An Overview With Critical First Touch Best PracticesInstant Digital Issuance: An Overview With Critical First Touch Best Practices
Instant Digital Issuance: An Overview With Critical First Touch Best PracticesMedia Logic
 
Brand experience Dream Center Peoria Presentation.pdf
Brand experience Dream Center Peoria Presentation.pdfBrand experience Dream Center Peoria Presentation.pdf
Brand experience Dream Center Peoria Presentation.pdftbatkhuu1
 
How to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessHow to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessAggregage
 
Social Media Marketing PPT-Includes Paid media
Social Media Marketing PPT-Includes Paid mediaSocial Media Marketing PPT-Includes Paid media
Social Media Marketing PPT-Includes Paid mediaadityabelde2
 
What is Google Search Console and What is it provide?
What is Google Search Console and What is it provide?What is Google Search Console and What is it provide?
What is Google Search Console and What is it provide?riteshhsociall
 
The Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdfThe Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdfVWO
 
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort ServiceDelhi Call girls
 
Brand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdfBrand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdftbatkhuu1
 
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptxDigital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptxZACGaming
 
Cost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesCost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesPushON Ltd
 
Labour Day Celebrating Workers and Their Contributions.pptx
Labour Day Celebrating Workers and Their Contributions.pptxLabour Day Celebrating Workers and Their Contributions.pptx
Labour Day Celebrating Workers and Their Contributions.pptxelizabethella096
 
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Onlineanilsa9823
 

Recently uploaded (20)

Foundation First - Why Your Website and Content Matters - David Pisarek
Foundation First - Why Your Website and Content Matters - David PisarekFoundation First - Why Your Website and Content Matters - David Pisarek
Foundation First - Why Your Website and Content Matters - David Pisarek
 
SEO Master Class - Steve Wiideman, Wiideman Consulting Group
SEO Master Class - Steve Wiideman, Wiideman Consulting GroupSEO Master Class - Steve Wiideman, Wiideman Consulting Group
SEO Master Class - Steve Wiideman, Wiideman Consulting Group
 
BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 144 Noida Escorts >༒8448380779 Escort Service
 
Kraft Mac and Cheese campaign presentation
Kraft Mac and Cheese campaign presentationKraft Mac and Cheese campaign presentation
Kraft Mac and Cheese campaign presentation
 
The Future of Brands on LinkedIn - Alison Kaltman
The Future of Brands on LinkedIn - Alison KaltmanThe Future of Brands on LinkedIn - Alison Kaltman
The Future of Brands on LinkedIn - Alison Kaltman
 
How to utilize calculated properties in your HubSpot setups
How to utilize calculated properties in your HubSpot setupsHow to utilize calculated properties in your HubSpot setups
How to utilize calculated properties in your HubSpot setups
 
Instant Digital Issuance: An Overview With Critical First Touch Best Practices
Instant Digital Issuance: An Overview With Critical First Touch Best PracticesInstant Digital Issuance: An Overview With Critical First Touch Best Practices
Instant Digital Issuance: An Overview With Critical First Touch Best Practices
 
Brand experience Dream Center Peoria Presentation.pdf
Brand experience Dream Center Peoria Presentation.pdfBrand experience Dream Center Peoria Presentation.pdf
Brand experience Dream Center Peoria Presentation.pdf
 
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
 
How to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessHow to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail Success
 
No Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found OnlineNo Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found Online
 
Social Media Marketing PPT-Includes Paid media
Social Media Marketing PPT-Includes Paid mediaSocial Media Marketing PPT-Includes Paid media
Social Media Marketing PPT-Includes Paid media
 
What is Google Search Console and What is it provide?
What is Google Search Console and What is it provide?What is Google Search Console and What is it provide?
What is Google Search Console and What is it provide?
 
The Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdfThe Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdf
 
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
 
Brand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdfBrand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdf
 
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptxDigital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptx
 
Cost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesCost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surges
 
Labour Day Celebrating Workers and Their Contributions.pptx
Labour Day Celebrating Workers and Their Contributions.pptxLabour Day Celebrating Workers and Their Contributions.pptx
Labour Day Celebrating Workers and Their Contributions.pptx
 
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
 

Forecasting methods by Neeraj Bhandari ( Surkhet.Nepal )

  • 2. Forecasting is the process of making statements about events whose actual outcomes (typically) have not yet been observed. Prediction is a similar, but more general term. Risk and uncertainty are central to forecasting and prediction; it is generally considered good practice to indicate the degree of uncertainty attaching to forecasts.
  • 3. Forecasting  Marketing: Forecasts sales for new and existing products.  Production: uses sales forecasts to plan production and operations; sometimes involves in generating sales forecasts
  • 4. Time Horizon for Forecasting The key factor in choosing a proper forecasting approach is the time horizon for the decision requiring forecasting. Forecasts can be made for various timeframes: 1. Short- term 2. Mid- term 3. Long- term
  • 5. Short- term Forecasting  Short- term (1 day to 3 months), managers are interested in forecasts for disaggregated demand ( for specific product, for specific geography, etc)  Little time to react to errors in demand forecast, so the forecasts need to be as accurate as possible.  Time series analysis is often used.  In absence of historical data managers use judgement methods.
  • 6. Medium- term Forecasting  Time horizon for medium term (3 months to 24 months).  Relates to aggregate planning (sales & operations planning).  Medium term forecasts is used to build up seasonal inventory  Both time-series and causal methods are used.
  • 7. Long-term-Forecasting  Time horizon exceeds two years  Long term forecasts are used for process selection, capacity planning & location decisions.  Judgement models & causal models are used.
  • 8. Forecasting (Objective & Subjective) The various categories of forecasting methods that are available to businesses:  Forecasting methods can be either objective (using quantitative approaches) or;  Subjective (using more intuitive or qualitative approaches), depending on what data is available and the distance into the future for which a forecast is desired.
  • 9. Types of Forecasting Methods 1. Subjective Methods  Sales force composites  Customer Survey  Jury of executive opinion  Delphi Methods 2. Objective Methods  Casual Methods  Time-Series Methods
  • 10. Qualitative Forecasting  Qualitative forecasting techniques are subjective, based on the opinion and judgment of consumers, experts  They are appropriate when past data are not available.  They are usually applied to intermediate- or long-range decisions.
  • 11. Quantitative Forecasting  Quantitative forecasting models are used to forecast future data as a function of past data; they are appropriate when past data are available.  These methods are usually applied to short- or intermediate-range decisions.
  • 12. Subjective Methods 1. Sales force composite:  Marketers have sales managers or representatives at different sales territories (districts/region) and marketers believe that sales managers know their territory better than anybody else.  Managers ask respective sales manager to forecast expected sales in their own territories. The total of all these estimates basically gives company’s sales/demand forecast for next period.
  • 13. 2. Customer Survey: Marketers ask buyers about how many units that they would like to purchase from ABC company’s products for coming period of time.
  • 14. 3. Jury of Executive Opinion Method:  In the Jury of executive opinion method of Sales Forecasting, appropriate managers within the organization assemble to discuss their opinions on what will happen to sales in the future.  Since these discussion sessions usually resolve around experienced guesses, the resulting forecast is a blend of informed opinions.
  • 15. 4. Delphi Method also gathers, evaluates, and summarizes expert opinions as the basis for a forecast, but the procedure is more formal than that for the jury of executive opinion method. The Delphi Method has the following steps: STEP 1 –Various Experts are asked to answer, independently and in writing, a series of questions about the future of sales or whatever other area is being forecasted. STEP 2 – A summary of all the answers is then prepared. No expert knows, how any other expert answered the questions. STEP 3 – Copies of summary are given to the individual experts with the request that they modify their original answers if they think it necessary.
  • 16. STEP 4 – Another summary is made of these modifications, and copies again are distributed to the experts.This time, however, expert opinions that deviate significantly from the norm must be justified in writing. STEP 5 – A third summary is made of the opinions and justifications, and copies are once again distributed to the experts. Justification in writing for all answers is now required. STEP 6 –The forecast is generated from all of the opinions and justifications that arise from step 5.
  • 17. Objective Methods 1. Casual Methods:  Some forecasting methods use the assumption that it is possible to identify the underlying factors that might influence the variable that is being forecast. (Cause and Effect)  For example, including information about climate patterns might improve the ability of a model to predict umbrella sales.  This is a model of seasonality which shows a regular pattern of up and down fluctuations.
  • 18. 2.Time SERIES ANALYSIS METHOD:  The time series analysis method predicts the future sales by analyzing the historical relationship between sales and time.  Although the actual number of years included in a time series analysis will vary from company to company, as a general rule, managers should include as many years as possible to ensure that important sales trends do not get undetected.
  • 19. The three most common historical data used are:  Seasonality: A seasonal pattern (eg., quarter of the year, month of the year, week of the month, day of the week) exists when the demand is influenced by seasonal factors.  Trend: During the growth and decline stages of the product-life cycle, a consistent trend pattern in terms of demand growth or demand decline can be observed.  Level: It is difficult to capture short term patterns that are not repetitive in nature. In short run, sometimes there is a swing, which could be in either direction, upward or downward, and is usually has momentum that lasts for a few periods.